{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from hfnet.datasets.hpatches import Hpatches\n",
    "from hfnet.evaluation.loaders import sift_loader, export_loader, fast_loader, harris_loader\n",
    "from hfnet.evaluation.local_descriptors import evaluate\n",
    "from hfnet.utils import tools\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data_config = {'make_pairs': True, 'shuffle': True}\n",
    "dataset = Hpatches(**data_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_configs = {\n",
    "    'sift': {\n",
    "        'predictor': sift_loader,\n",
    "        'root': True,\n",
    "    },\n",
    "    'superpoint': {\n",
    "        'experiment': 'super_point_pytorch/hpatches',\n",
    "        'predictor': export_loader,\n",
    "        'do_nms': True,\n",
    "        'nms_thresh': 4,\n",
    "        'remove_borders': 4,\n",
    "    },\n",
    "    'superpoint_harris-kpts': {\n",
    "        'experiment': 'super_point_pytorch/hpatches',\n",
    "        'predictor': export_loader,\n",
    "        'keypoint_predictor': harris_loader,\n",
    "        'keypoint_config': {\n",
    "            'do_nms': True,\n",
    "            'nms_thresh': 4,\n",
    "        },\n",
    "    },\n",
    "    'netvlad_conv3-3': {\n",
    "        'experiment': 'netvlad/hpatches',\n",
    "        'predictor': export_loader,\n",
    "        'keypoint_predictor': export_loader,\n",
    "        'keypoint_config': {\n",
    "            'experiment': 'super_point_pytorch/hpatches',\n",
    "            'do_nms': True,\n",
    "            'nms_thresh': 4,\n",
    "            'remove_borders': 4,\n",
    "        },\n",
    "        'binarize': False,\n",
    "    },\n",
    "    'lfnet': {\n",
    "        'experiment': 'lfnet/hpatches_kpts-500',\n",
    "        'predictor': export_loader,\n",
    "    },\n",
    "}\n",
    "eval_config = {\n",
    "    'num_features': 300,\n",
    "    'do_ratio_test': True,\n",
    "    'correct_match_thresh': 3,\n",
    "    'correct_H_thresh': 3,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = ['sift', 'lfnet', 'superpoint', 'superpoint_harris-kpts', 'netvlad_conv3-3']\n",
    "configs = {m: all_configs[m] for m in methods}\n",
    "pose_recalls, nn_pr = {}, {}\n",
    "for method, config in configs.items():\n",
    "    config = tools.dict_update(config, eval_config)\n",
    "    data_iter = dataset.get_test_set()\n",
    "    metrics, nn_precision, nn_recall, distances, pose_recall = evaluate(data_iter, config, is_2d=True)\n",
    "    \n",
    "    print('> {}'.format(method))\n",
    "    for k, v in metrics.items():\n",
    "        print('{:<25} {:.3f}'.format(k, v))\n",
    "    print(config)\n",
    "    \n",
    "    pose_recalls[method] = pose_recall\n",
    "    nn_pr[method] = (nn_precision, nn_recall, distances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [03:36,  3.31it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> sift\n",
      "average_num_keypoints     300.000\n",
      "matching_score            0.307\n",
      "pose_correctness          0.681\n",
      "mAP                       0.651\n",
      "{'predictor': <function sift_loader at 0x2acd1899bbf8>, 'root': True, 'num_features': 300, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [01:20,  7.20it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> lfnet\n",
      "average_num_keypoints     300.000\n",
      "matching_score            0.305\n",
      "pose_correctness          0.629\n",
      "mAP                       0.572\n",
      "{'experiment': 'lfnet/hpatches_kpts-500', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'num_features': 300, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [01:53, 10.67it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint\n",
      "average_num_keypoints     298.055\n",
      "matching_score            0.441\n",
      "pose_correctness          0.810\n",
      "mAP                       0.846\n",
      "{'experiment': 'super_point_pytorch/hpatches', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'num_features': 300, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [03:47,  3.61it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint_harris-kpts\n",
      "average_num_keypoints     298.979\n",
      "matching_score            0.448\n",
      "pose_correctness          0.669\n",
      "mAP                       0.737\n",
      "{'experiment': 'super_point_pytorch/hpatches', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'keypoint_predictor': <function harris_loader at 0x2acd189ad730>, 'keypoint_config': {'do_nms': True, 'nms_thresh': 4, 'keypoint_predictor': None}, 'num_features': 300, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [03:51,  3.29it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> netvlad_conv3-3\n",
      "average_num_keypoints     298.055\n",
      "matching_score            0.419\n",
      "pose_correctness          0.788\n",
      "mAP                       0.798\n",
      "{'experiment': 'netvlad/hpatches', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'keypoint_predictor': <function export_loader at 0x2acd189ad7b8>, 'keypoint_config': {'experiment': 'super_point_pytorch/hpatches', 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 300, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# NMS=4, N=300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [03:48,  3.03it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> sift\n",
      "average_num_keypoints     499.885\n",
      "matching_score            0.311\n",
      "pose_correctness          0.722\n",
      "mAP                       0.632\n",
      "{'predictor': <function sift_loader at 0x2acd1899bbf8>, 'root': True, 'num_features': 500, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [01:28,  6.53it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> lfnet\n",
      "average_num_keypoints     500.000\n",
      "matching_score            0.300\n",
      "pose_correctness          0.652\n",
      "mAP                       0.528\n",
      "{'experiment': 'lfnet/hpatches_kpts-500', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'num_features': 500, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [01:51,  9.72it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint\n",
      "average_num_keypoints     464.888\n",
      "matching_score            0.470\n",
      "pose_correctness          0.810\n",
      "mAP                       0.823\n",
      "{'experiment': 'super_point_pytorch/hpatches', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'do_nms': True, 'nms_thresh': 8, 'remove_borders': 4, 'num_features': 500, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [04:56,  3.47it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint_harris-kpts\n",
      "average_num_keypoints     477.905\n",
      "matching_score            0.422\n",
      "pose_correctness          0.728\n",
      "mAP                       0.777\n",
      "{'experiment': 'super_point_pytorch/hpatches', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'keypoint_predictor': <function harris_loader at 0x2acd189ad730>, 'keypoint_config': {'do_nms': True, 'nms_thresh': 8, 'keypoint_predictor': None}, 'num_features': 500, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "580it [05:27,  2.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> netvlad_conv3-3\n",
      "average_num_keypoints     464.888\n",
      "matching_score            0.436\n",
      "pose_correctness          0.803\n",
      "mAP                       0.769\n",
      "{'experiment': 'netvlad/hpatches', 'predictor': <function export_loader at 0x2acd189ad7b8>, 'keypoint_predictor': <function export_loader at 0x2acd189ad7b8>, 'keypoint_config': {'experiment': 'super_point_pytorch/hpatches', 'do_nms': True, 'nms_thresh': 8, 'remove_borders': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 500, 'do_ratio_test': True, 'correct_match_thresh': 3, 'correct_H_thresh': 3}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# NMS=8, N=500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "error_names = list(list(pose_recalls.values())[0].keys())\n",
    "expers = list(pose_recalls.keys())\n",
    "lim = {'homography': 7}\n",
    "thresh = {'homography': [1, 3, 5]}\n",
    "\n",
    "f, axes = plt.subplots(1, len(error_names), figsize=(8, 4), dpi=150)\n",
    "if len(error_names) == 1:\n",
    "    axes = [axes]\n",
    "for error_name, ax in zip(error_names, axes):\n",
    "    for exper in expers:\n",
    "        steps, recall = pose_recalls[exper][error_name]\n",
    "        ax.set_xlim([0, lim[error_name]])\n",
    "        ax.plot(steps, recall*100, label=exper);\n",
    "        \n",
    "        s = f'{error_name:^15} {exper:^25}'\n",
    "        s += ''.join([f' {t:^5}: {recall[np.where(steps>t)[0].min()]:.2f} ' for t in thresh[error_name]])\n",
    "        print(s)\n",
    "        \n",
    "    ax.grid(color=[0.85]*3);\n",
    "    ax.set_xlabel(error_name+' error');\n",
    "    ax.set_ylabel('Correctly localized queries (%)');\n",
    "    ax.legend(loc=4); \n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(left=0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  homography              sift              1  : 0.40    3  : 0.68    5  : 0.75 \n",
      "  homography              lfnet             1  : 0.34    3  : 0.63    5  : 0.72 \n",
      "  homography           superpoint           1  : 0.48    3  : 0.81    5  : 0.87 \n",
      "  homography     superpoint_harris-kpts     1  : 0.33    3  : 0.67    5  : 0.77 \n",
      "  homography         netvlad_conv3-3        1  : 0.51    3  : 0.79    5  : 0.85 \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2acd431f0908>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NMS=4, N=300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  homography              sift              1  : 0.45    3  : 0.72    5  : 0.77 \n",
      "  homography              lfnet             1  : 0.36    3  : 0.65    5  : 0.72 \n",
      "  homography           superpoint           1  : 0.49    3  : 0.81    5  : 0.88 \n",
      "  homography     superpoint_harris-kpts     1  : 0.35    3  : 0.73    5  : 0.83 \n",
      "  homography         netvlad_conv3-3        1  : 0.51    3  : 0.81    5  : 0.88 \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2acd298d5cc0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NMS=8, N=500"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
